epub2md: The Ultimate Guide to Converting EPUB Files to Markdown
18 days ago 高效码农epub2md: The Complete Guide to Converting EPUB to Markdown EPUB to Markdown Conversion Introduction In the digital reading era, ebooks have become essential resources for knowledge acquisition. EPUB, as an open standard ebook format, enjoys widespread adoption across most ebook readers and supporting software. However, when we need to edit, analyze, or archive ebook content, the complexity of the EPUB format often presents significant challenges. This is where conversion to the clean and user-friendly Markdown format proves immensely practical. Markdown, with its lightweight, readable, and writable characteristics, has become the ideal choice for technical documentation, notes, and web content. Today, …
Build a Medical AI Research Agent with 32B Parameters That Outperforms Gemini
18 days ago 高效码农Building an Expert-Level Medical Deep-Research Agent with Only 32 Billion Parameters “ A practical, end-to-end guide for developers, data scientists, and clinicians who want reproducible, high-quality medical reasoning. ” 1. Why do general “deep-research” tools stumble in medicine? When ChatGPT, Gemini, or Claude first demonstrated multi-step web search, the demos looked magical. Yet the moment we moved from “Who won the 2023 Nobel Prize in Chemistry?” to “What phase-II drugs target LMNA mutations in dilated cardiomyopathy?”, accuracy plunged. System MedBrowseComp accuracy (50 questions) o3-search 19 % Gemini-2.5-Pro deep-research 25 % MedResearcher-R1-32B 27.5 % (new state-of-the-art) Two root causes surfaced: Sparse …
Evidence-Based Text Generation with Large Language Models: A Systematic Study of Citations and Datasets
18 days ago 高效码农Evidence-Based Text Generation with Large Language Models: A Systematic Study of Citations, Attributions, and Quotations In the digital age, large language models (LLMs) have become increasingly widespread—powering everything from customer service chatbots to content creation tools. These models are reshaping how humans process and generate text, but their growing popularity has brought a critical concern to the forefront: How can we trust the information they produce? When an LLM generates an analysis report, an academic review, or a key piece of information, how do we verify that the content is supported by solid evidence? And how can we trace the …
DALDA Framework Revolutionizes Data Augmentation: Train Vision Models with Just One Photo Per Class
18 days ago 高效码农Data-Augmentation in 2025: How to Train a Vision Model with Only One Photo per Class (A plain-English walkthrough of the DALDA framework) By an industry practitioner who has spent the last decade turning research papers into working products. Contents Why the “one-photo” problem matters Meet DALDA in plain words How the pieces fit together Install everything in 15 minutes Run your first 1-shot experiment Reading the numbers: diversity vs. accuracy Troubleshooting mini-FAQ Where to go next 1. Why the “one-photo” problem matters Imagine you are a quality-control engineer at a small factory. Every time a new scratch pattern appears on …
Efficient Large Language Models: How LongCat-Flash-Chat’s Dynamic MoE Architecture Redefines AI Efficiency
18 days ago 高效码农Meituan LongCat-Flash-Chat: A Technical Breakthrough in Efficient Large Language Models Introduction: Redefining Efficiency in AI Language Models In the rapidly evolving field of artificial intelligence, where larger models often equate to better performance, a significant challenge has emerged: how to maintain exceptional capabilities while managing overwhelming computational demands. Meituan’s LongCat-Flash-Chat represents a groundbreaking solution to this problem—a sophisticated language model that delivers top-tier performance through innovative engineering rather than simply scaling parameter count. This 560-billion-parameter model introduces a revolutionary approach to computational allocation, dynamically activating only between 18.6 and 31.3 billion parameters based on contextual needs. This strategic design allows …
VedDarpan: Revolutionizing Research with Open-Source AI Accuracy
18 days ago 高效码农VedDarpan: An Open-Source Research Assistant Chatbot for Accurate and Reliable Information In today’s rapidly evolving digital landscape, the ability to access accurate, well-structured information has become increasingly valuable. With the proliferation of artificial intelligence tools promising quick answers to complex questions, discerning which solutions genuinely deliver on their promises can be challenging. Among the growing ecosystem of AI-powered research tools, VedDarpan stands out as a thoughtful, open-source solution designed specifically for those who prioritize accuracy and reliability in their information gathering. Understanding VedDarpan: More Than Just Another AI Chatbot VedDarpan represents a significant advancement in the realm of research assistance …
PosterGen: Revolutionizing Research Posters with Automated AI Design
18 days ago 高效码农★From Paper to Poster in 30 Minutes: A Step-by-Step Guide to PosterGen★ “ “I spent two weeks tweaking my poster, only for my advisor to say, ‘Let’s start over.’” If that sounds familiar, the next twenty minutes will change how you prepare for every future conference. PosterGen is an open-source, multi-agent large-language-model (LLM) pipeline that turns a research PDF into a print-ready conference poster—complete with balanced layout, harmonious colors, and an editable PowerPoint file—without manual formatting. Below you will find everything required to run it locally or through a simple web interface, written for anyone with basic Python experience. 1. …
Excel File Comparison: Top Tools and Techniques to Find Differences in Seconds
19 days ago 高效码农The Ultimate Guide to Excel File Comparison: Tools and Techniques for Professionals “ How to pinpoint data differences in seconds—not hours Why Excel Comparison Matters in Daily Work Every day, professionals across industries face a common challenge: identifying changes between spreadsheet versions. Whether you’re a financial analyst tracking budget revisions, a project manager monitoring project updates, or a researcher collating datasets, manually comparing Excel files is error-prone and time-consuming. Consider these real-world scenarios: • Financial teams reconciling monthly reports across 30+ subsidiaries • Legal departments tracking contract revisions during negotiations • Research groups validating experimental data against baseline measurements • …
LLM Question Generator: Create Custom Questions from Text in Seconds
19 days ago 高效码农Generate High-Quality Questions from Text — Practical Guide What this tool does This project generates multiple, diverse, human-readable questions from input text. It supports a range of large language model backends and providers. You feed the tool a dataset or a local file that contains text. The tool calls a model to create a set number of questions for every input item. Optionally, the tool can also generate answers for those questions. The final output is written as JSON Lines files. These files are ready for use in training, content creation, assessment generation, or dataset augmentation. Quick start — minimal …
Build a Glowing Neon Signboard in Two Hours: The Web Developer’s Shortcut
19 days ago 高效码农Build a Glowing Web Signboard in Two Hours: The NeonCraft Walk-Through 1. Why You Are Here “I need a neon-style title for my live stream but don’t want After Effects.” “I only know basic front-end—can I still finish something in two hours?” “How do I change colors, add hand-drawn shapes, and make the text breathe or flicker?” This article turns the original technical blueprint into plain English. By the end you will: Run a fully editable, full-screen neon signboard in any modern browser. Understand which Konva API call sits behind every button. Tweak colors, fonts, or animation speed without touching …
Step-Audio 2: Revolutionizing Audio Understanding and Speech Interaction in AI
19 days ago 高效码农Exploring Step-Audio 2: A Multi-Modal Model for Audio Understanding and Speech Interaction Hello there. If you’re someone who’s into artificial intelligence, especially how it handles sound and voice, you might find Step-Audio 2 interesting. It’s a type of advanced computer model built to make sense of audio clips and carry on conversations using speech. Think of it as a smart system that doesn’t just hear words but also picks up on tones, feelings, and background noises. In this post, I’ll walk you through what it is, how it works, and why it stands out, all based on the details from …
Mesh2Motion Explained: Animate 3D Models in 5 Simple Steps
19 days ago 高效码农Mesh2Motion: A Complete Guide to Importing 3D Models and Animating Them with Ease 3D animation has always been a space where technical challenges often slow down creativity. Many creators find themselves stuck at the stage of rigging models or assigning animations, rather than focusing on storytelling and design. Mesh2Motion offers a practical, open-source solution to this issue. It allows users to import their 3D models, fit them with skeletons, test animations, and export the results—all in just a few steps. This blog post is a comprehensive, step-by-step guide to understanding and using Mesh2Motion. It explains the tool’s purpose, its workflow, …
Microsoft AI Models Redefine Speech & Language Tech: MAI-Voice-1 and MAI-1-Preview Breakthroughs
19 days ago 高效码农Microsoft AI Lab Unveils MAI-Voice-1 and MAI-1-Preview: Breakthroughs in Speech Generation and Language Understanding In today’s rapidly evolving artificial intelligence landscape, leading technology companies are investing heavily in developing advanced AI models. Microsoft’s AI Research Lab (MAI) has recently announced two significant internal models: MAI-Voice-1 and MAI-1-preview. These models represent major advancements in speech generation and language understanding respectively, showcasing Microsoft’s commitment to innovation in AI technology. MAI-Voice-1: Setting New Standards for High-Quality Speech Generation MAI-Voice-1 stands as Microsoft’s first highly expressive and natural speech generation model. It’s already integrated into Copilot Daily and podcast functionalities, while also being offered …
How to Automate Pull Request Reviews with GitHub Actions & Cursor CLI Integration
19 days ago 高效码农Let a Robot Review Your Pull Requests: A Step-by-Step Guide to GitHub Actions + Cursor CLI Imagine opening a pull request (PR) at 10 p.m. and waking up to concise, line-by-line feedback that flags only the bugs that could crash production—no nit-picks, no noise, just actionable advice. This guide shows you how to wire GitHub Actions together with the Cursor CLI so that every PR gets an automatic yet human-readable review. No extra servers, no new branches, and no external knowledge beyond what you already have in your repository. Table of Contents What This Setup Does—and Doesn’t Do How It …
Claude Code PM: Revolutionize Your Development with AI-Powered Workflows
19 days ago 高效码农Understanding Claude Code PM: A Practical Workflow for Software Development Have you ever wondered how to keep your software development projects organized without losing track of ideas or progress? In the world of coding and team collaboration, tools like Claude Code PM come into play. This system combines AI assistance with familiar platforms like GitHub to streamline everything from planning to execution. Let’s walk through what it is, how it works, and why it might fit into your routine. I’ll break it down step by step, answering common questions along the way, so you can see if it’s right for …
AI Engineering Toolkit: The Expert Blueprint for Superior LLM Applications
19 days ago 高效码农AI Engineering Toolkit: A Complete Guide for Building Better LLM Applications Large Language Models (LLMs) are transforming how we build software. From chatbots and document analysis to autonomous agents, they are becoming the foundation of a new era of applications. But building production-ready LLM systems is far from simple. Engineers face challenges with data, workflows, evaluation, deployment, and security. This guide introduces the AI Engineering Toolkit—a curated collection of 100+ libraries and frameworks designed to make your LLM development faster, smarter, and more reliable. Each tool has been battle-tested in real-world environments, and together they cover the full lifecycle: from …
IntraScribe: Unlock Secure, Local-First Transcription for Sensitive Meetings
19 days ago 高效码农IntraScribe: A Local-First Voice Transcription & Collaboration Platform For companies, schools, and government offices that can’t — or won’t — send data to the cloud. 1. What Is IntraScribe? Imagine finishing a two-hour meeting and having a clean, editable transcript—complete with speaker names and a concise AI summary—before you’ve even left the room. IntraScribe makes that possible without ever sending audio outside your building. In plain language: Real-time speech-to-text that runs on your own server Automatic speaker diarization (“Who said what?”) AI-generated summaries in Markdown Full data sovereignty — no cloud, no external APIs 2. Why Local-First Matters Scenario Risk …
DeepConf: Slash LLM Compute Costs 85% While Boosting Reasoning Accuracy
19 days ago 高效码农DeepConf: Enhancing LLM Reasoning Efficiency Through Confidence-Based Filtering Figure 1: DeepConf system overview showing parallel thinking with confidence filtering The Challenge of Efficient LLM Reasoning Large language models (LLMs) have revolutionized complex reasoning tasks, but their computational demands present significant barriers to practical deployment. Traditional methods like majority voting improve accuracy by generating multiple reasoning paths, but suffer from: Diminishing returns: Adding more reasoning paths yields smaller accuracy improvements Linear cost scaling: Each additional path increases compute requirements proportionally Quality blindness: All reasoning paths receive equal consideration regardless of quality This article explores DeepConf, a novel approach that leverages internal …
Mastering Figma Dev Mode MCP Server: Seamless Design-to-Code Workflow
20 days ago 高效码农Bringing Figma Designs into Your Codebase: A Plain-English Guide to the Dev Mode MCP Server Table of Contents What Is the Dev Mode MCP Server? Who Can Use It and What You Need Three Simple Steps to Get Started How to Generate Your First Line of Code Five Built-In Tools Explained Real-World Walkthrough: From Figma Frame to Running Web Page Frequently Asked Questions Next Steps: Teaching the AI Your Design System 1. What Is the Dev Mode MCP Server? Think of the Dev Mode MCP Server as a 「bridge」 between Figma and your code editor. Instead of copying hex codes …
Daily Commit Summarizer: Revolutionizing GitHub Workflow Automation with AI-Powered Code Analysis
20 days ago 高效码农Daily Commit Summarizer: Streamlining Team Collaboration with Automated Code Change Reports Daily Commit Summarizer Cover Image Introduction: The Challenge of Tracking Daily Code Changes In software development teams, keeping track of code changes across multiple branches can be a significant challenge. Developers and project managers often need to spend considerable time reviewing lengthy git logs or parsing through large pull requests to understand what modifications have been made to the codebase. This process not only consumes valuable time but also increases the risk of missing important changes that might affect project timelines or introduce potential issues. The Daily Commit Summarizer …